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Kimi (Moonshot AI)X · Jul 22, 2025 · official

t-SNE visualizations of MCP tools by category

Kimi (Moonshot AI)'s scatter plot drew 90.5K views on X: 0.4x its median post and #403 of 1,162 AI chart posts we hold by views. Read Oct 12, 2026.

t-SNE visualizations of real and synthetic MCP tools by category

XDataScatter plotKimi K2All Kimi (Moonshot AI) modelsdata-analysiscloud-computingdata-storageweb-browsingsearchcommunicationfinancesoftware-development
Published by Kimi (Moonshot AI) on X, Jul 22, 2025. Source: x.com
81/ 100

ViralChart score

Reached and resonated

More views and a higher engagement rate than the median post: it travelled and people acted on it.

#41 of 1,162 AI chart posts we hold · #6 of 20 Kimi (Moonshot AI) posts. Score = views 40%, likes 30%, engagement rate 15%, save rate 15%, each as a percentile of every AI chart post we hold.

Our read

It sits in the Reached and resonated quadrant at #41 of 1,162 AI chart posts.

Its 0.45% save rate sits at the 99th percentile among AI chart posts, 5.8x the 0.076% median.

The post scores 81 and ranks #41 of 1,162 AI chart posts.

The post carries 4 charts, and every chart in the post shares the post's numbers.

4charts in this one post

The numbers belong to the post, so every chart in it shares them and it is ranked once.

top 1%save rate

0.447% of viewers bookmarked it to come back to. The median post gets 0.076%.

top 1%engagement rate

2.20% of viewers liked, reposted, quoted or replied. The median post gets 0.73%.

0.25views per follower

90.5K views from an account with 365.4K followers.

Public X numbers from our read on Oct 12, 2026. Peers: 1,162 AI chart posts we hold and 20 from Kimi (Moonshot AI).

Where it sits

Reach against resonance

Each dot is a post. Right is more views, up is a higher engagement rate. The lines are the medians, so the four corners are the four kinds of post.

Among 1,162 AI chart posts we hold

Score #41 of 1,162

Views90.5K#403top 35%
Likes1.7K#189top 16%
Engagement rate2.20%#16top 1%
Save rate0.447%#7top 1%

Among 20 Kimi (Moonshot AI) posts

Score #6 of 20

Views90.5K#16bottom 23%
Likes1.7K#11bottom 48%
Engagement rate2.20%#1top 3%
Save rate0.447%#1top 3%

Growth

Our reads cover 2 days

Views90.5K
Age at our read448 days
Views per day of life202views divided by days since it was posted
Gained between our reads+3views over 2 days, about 2 a day now

Dots are our reads. The dotted line from the day it was posted to our first read is a gap, not data.

Kimi (Moonshot AI)'s posts over time

Every post from this account we hold, by date and views. This one is marked; the line is the running median of the last 10.

News · Jul 22, 2025

Kimi posts t-SNE scatter plot of MCP tools by category

The July 22, 2025 post drew 90.5K views and a 0.45% save rate, the 99th percentile among AI chart posts.

What happened

Kimi (Moonshot AI) published a scatter plot of t-SNE visualizations of MCP tools by category on July 22, 2025. The post carried 4 charts, including a training logits comparison and a Kimi K2 training loss curve, and it was the account's only post that day.

The numbers

It reached 90.5K views, ranking #403 of 1,162 AI chart posts against a 39.9K median. Its score of 81 ranks #41 of 1,162 AI chart posts and #6 of 20 Kimi (Moonshot AI) posts.

The lesson

A 0.45% save rate, the 99th percentile among AI chart posts, came with 4 charts in one post. The scatter plot's 27 models shown sit inside a post whose saves ran 5.8x the 0.076% median.

What it means

At #6 of 20 Kimi (Moonshot AI) posts, this chart post trails the account's own top ranks while its 0.45% save rate holds at the 99th percentile among AI chart posts.

Written by ViralChart from public numbers read on Oct 12, 2026. Every number is checked against our data before it is shown.

Data and API

34 points read off this chart

Estimated from the image 30%
SeriesGroupValueRead
data analysis(a) original source categories100 relative index (tallest mark = 100)estimated
cloud computing(a) original source categories100 relative index (tallest mark = 100)estimated
data processing(a) original source categories100 relative index (tallest mark = 100)estimated
vector database(a) original source categories100 relative index (tallest mark = 100)estimated
web browser(a) original source categories100 relative index (tallest mark = 100)estimated
communication(a) original source categories100 relative index (tallest mark = 100)estimated
search engine(a) original source categories100 relative index (tallest mark = 100)estimated
data storage(a) original source categories100 relative index (tallest mark = 100)estimated
data processing(a) original source categories100 relative index (tallest mark = 100)estimated
web hosting(a) original source categories100 relative index (tallest mark = 100)estimated
health and wellness(a) original source categories100 relative index (tallest mark = 100)estimated
social media(a) original source categories100 relative index (tallest mark = 100)estimated

Showing 12 of 34. All points, the redraw and the maker

Max plan · API

GET https://viral-chart.com/api/posts/28d60714da33.json
GET https://viral-chart.com/api/charts/28d60714da33.json
GET https://viral-chart.com/api/charts/28d60714da33.skill.md

Static files in this prototype. The post JSON holds the public numbers, ranks, score, quadrant, our reads and, when checked, our copy.

API · Max

Use this chart via API

On the Max plan you can pull this chart's numbers with the provenance of each one, as JSON or CSV, with its redraw spec, or call it from an agent over MCP. Chart id 28d60714da33.

Approximate values. Our two readings of this chart agreed only in part (confidence 0.30 of 1), so check the original before you quote a number. The API marks it lowConfidence, and ?min_confidence=0.5 leaves it out.

PathReturnsPlan
GET/api/v1/charts/28d60714da33Title, publisher, date, form, point count; with a Max key, the data linkOpen
GET/api/v1/charts/28d60714da33/dataEvery point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSVMax
GET/api/v1/charts/28d60714da33/render?view=1The draw-only view this page usesOpen
POST/mcpTool get_chart_data with this id, for Claude, Cursor and other agentsMax
curlMax
curl -s https://viral-chart.com/api/v1/charts/28d60714da33/data \
  -H "Authorization: Bearer $VIRALCHART_KEY"
Claude CodeMax
claude mcp add --transport http viralchart https://viral-chart.com/mcp \
  --header "Authorization: Bearer $VIRALCHART_KEY"

60 requests a minute per key; over that you get 429 with Retry-After. Up to 5 keys per account, made on your account page and shown once. Without Max, the data route answers 402 with a link to the plans. The numbers describe a chart its publisher owns, and every file carries a license note.

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Questions people ask

Where does this chart come from?

Kimi (Moonshot AI) published it on Jul 22, 2025 on X (x.com). We keep it here, with the publisher and date credited as text, so you can study it without leaving.

Can I make a chart like this?

Use the format, not the picture. Open its data page and use Make one like this: it starts from this chart's numbers and takes yours.